Calboli Federico C F, Delahaut Vyshal, Deflem Io, Hablützel Pascal I, Hellemans Bart, Kordas Anna, Raeymaekers Joost A M, Bervoets Lieven, De Boeck Gudrun, Volckaert Filip A M
Laboratory of Biodiversity and Evolutionary Genomics KU Leuven Leuven Belgium.
Present address: Natural Resources Institute Finland (Luke) Helsinki Finland.
Evol Appl. 2021 Oct 9;14(10):2553-2567. doi: 10.1111/eva.13298. eCollection 2021 Oct.
Anthropogenic stressors, such as pollutants, act as selective factors that can leave measurable changes in allele frequencies in the genome. Metals are of particular concern among pollutants, because of interference with vital biological pathways. We use the three-spined stickleback as a model for adaptation to mercury pollution in natural populations. We collected sticklebacks from 21 locations in Flanders (Belgium), measured the accumulated levels of mercury in the skeletal muscle tissue, and genotyped the fish by sequencing (GBS). The spread of muscle mercury content across locations was considerable, ranging from 21.5 to 327 ng/g dry weight (DW). We then conducted a genome-wide association study (GWAS) between 28,450 single nucleotide polymorphisms (SNPs) and the accumulated levels of mercury, using different approaches. Based on a linear mixed model analysis, the GWAS yielded multiple hits with a single top hit on Chromosome 4, with eight more SNPs suggestive of association. A second approach, a latent factor mixed model analysis, highlighted one single SNP on Chromosome 11. Finally, an outlier test identified one additional SNP on Chromosome 4 that appeared under selection. Out of all ten SNPs we identified as associated with mercury in muscle, three SNPs all located on Chromosome 4 and positioned within a 2.5 kb distance of an annotated gene. Based on these results and the genome coverage of our SNPs, we conclude that the selective effect of mercury pollution in Flanders causes a significant association with at least one locus on Chromosome 4 in three-spined stickleback.
人为压力源,如污染物,作为选择性因素,可在基因组等位基因频率上留下可测量的变化。在污染物中,金属尤其令人担忧,因为它们会干扰重要的生物途径。我们以三刺鱼为模型,研究自然种群对汞污染的适应性。我们从比利时弗拉芒地区的21个地点收集了三刺鱼,测量了骨骼肌组织中汞的积累水平,并通过测序(GBS)对鱼进行基因分型。不同地点的肌肉汞含量差异很大,干重(DW)范围从21.5至327纳克/克。然后,我们使用不同方法,对28450个单核苷酸多态性(SNP)与汞积累水平进行了全基因组关联研究(GWAS)。基于线性混合模型分析,GWAS在4号染色体上产生了多个关联位点,其中一个为最显著关联位点,还有另外8个SNP显示出关联迹象。第二种方法,即潜在因子混合模型分析,突出了11号染色体上的一个单SNP。最后,通过异常值检验在4号染色体上又鉴定出一个处于选择状态的SNP。在我们鉴定出的与肌肉中汞相关的所有10个SNP中,有3个SNP均位于4号染色体上,且位于一个注释基因的2.5 kb距离内。基于这些结果以及我们SNP的基因组覆盖范围,我们得出结论,弗拉芒地区汞污染的选择效应导致三刺鱼4号染色体上至少一个位点存在显著关联。